IS WORK OVER?

Automation index

How much of a Book restorer’s job can AI already do?

A paper diagnosis comes earlier. Treating without overworking the copy do not.

This percentage does not predict how many people will lose their jobs.

Task comparison

Book restorer

Where the time goes

Task weights are our estimates based on O*NET frequency data, not time shares published by O*NET.

The time saving for each task is estimated separately.

TaskShareAIPoints
Diagnosis, paper and the proposal.
Estimate

No public source provides a precise figure. This is our estimate.

16%40%+6.4
Clean, infill and the one that falls apart.
Estimate

No public source provides a precise figure. This is our estimate.

18%14%+2.5
Sew, bind and the spine.
Estimate

No public source provides a precise figure. This is our estimate.

16%28%+4.5
Box, climate and the store.
Estimate

No public source provides a precise figure. This is our estimate.

16%22%+3.5
The owner, the copy and not leaving it new.
Estimate

No public source provides a precise figure. This is our estimate.

18%18%+3.2
Not overworking the copy, and signing the treatment.
Estimate

No public source provides a precise figure. This is our estimate.

16%12%+1.9
Total100%22%

Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low

Skills and activities

  • paper
  • infill losses
  • sew sections
  • spines
  • conservation boxes
  • store climate
  • book diagnosis
  • not overwork

Sources for this job· O*NET 25-4013.00· ESCO/ISCO 2621

Process engineer

Where the time goes

Task weights are our estimates based on O*NET frequency data, not time shares published by O*NET.

The time saving for each task is estimated separately.

TaskShareAIPoints
P&IDs, balances and the operating procedure.
Estimate

No public source provides a precise figure. This is our estimate.

18%48%+8.6
Plant, trials and the real bottleneck.
Estimate

No public source provides a precise figure. This is our estimate.

16%22%+3.5
Capacity, yields and the improvement report.
Estimate

No public source provides a precise figure. This is our estimate.

16%40%+6.4
Start-up, shutdown and the shift that skips the SOP.
Estimate

No public source provides a precise figure. This is our estimate.

16%18%+2.9
Process safety and the HAZOP that hurts.
Estimate

No public source provides a precise figure. This is our estimate.

18%14%+2.5
Not overloading the reactor, and signing the change.
Estimate

No public source provides a precise figure. This is our estimate.

16%12%+1.9
Total100%26%

Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low

Skills and activities

  • P&IDs
  • mass balances
  • HAZOP
  • plant start-up
  • improve yields
  • SOP
  • bottlenecks
  • process safety

Sources for this job· O*NET 17-2112.00· ESCO/ISCO 2141

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